{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stable Neural ODEs (*Stable Neural Flows*)\n",
    "\n",
    "First introduce in [Massaroli, Poli et al, 2020](https://arxiv.org/abs/2003.08063) *Stable Neural FLows* represent a stable variant of Neural ODEs. Their most simple realization has the general nural ODE form\n",
    "\n",
    "$$\n",
    "    \\begin{aligned}\n",
    "        &\\bf{\\dot  z} = -\\nabla_z\\varepsilon(s, x, z, \\theta)\\\\\n",
    "        &{\\bf z}(0) = h_x(\\bf x)\n",
    "    \\end{aligned}\n",
    "$$\n",
    "\n",
    "where $\\varepsilon(x, z, \\theta)$ is a neural network.\n",
    "\n",
    "They can be used both as general-purpose modules (e.g. classification, continuous normalizing flows) or, thanks to their unique structure, they can be employed to learn dynamical systems in a similar fashion to Lagrangian/Hamiltonian-inspired models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../')\n",
    "from torchdyn.models import *\n",
    "from torchdyn import *\n",
    "from torchdyn.datasets import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Vanilla Version of stable neural flows\n",
    "class Stable(nn.Module):\n",
    "    \"\"\"Stable Neural Flow\"\"\"\n",
    "    def __init__(self, net, depthvar=False, controlled=False):\n",
    "        super().__init__()\n",
    "        self.net, self.depthvar, self.controlled = net, depthvar, controlled\n",
    "        \n",
    "    def forward(self, x):\n",
    "        with torch.set_grad_enabled(True):\n",
    "            bs, n = x.shape[0], x.shape[1] // 2\n",
    "            x = x.requires_grad_(True)\n",
    "            eps = self.net(x).sum()\n",
    "            out = -torch.autograd.grad(eps, x, allow_unused=False, create_graph=True)[0] \n",
    "        out = out[:,:-1] if self.depthvar else out\n",
    "        out = out[:,:-2] if self.controlled else out\n",
    "        return out"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Learninig Dynamical Systems\n",
    "\n",
    "Stable neural flows variants in a (autonomous) [port--Hamiltonian](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.366.3380&rep=rep1&type=pdf) form \n",
    "\n",
    "$$\n",
    "    \\bf{\\dot  z} = F({\\bf z})\\nabla_z\\varepsilon(z)\n",
    "$$\n",
    "\n",
    "generalizes the Hamiltonian paradigm to modeling multi-physics systems. They obey to the *power balance equation*\n",
    "\n",
    "$$\n",
    "    \\frac{d \\varepsilon}{d t}  = (\\nabla\\varepsilon)^\\top {\\bf F(z)}\\nabla\\varepsilon\n",
    "$$\n",
    "\n",
    "Therefore, if one wants to learn e.g. some conservative process (of any nature), it is sufficient to introduce the inductive bias on $\\bf F$ to be a skew-symmetric matrix such that $\\dot \\varepsilon = 0$. \n",
    "\n",
    "Here, we showcase the capibilities of stable neural flows (in port-Hamiltonian form) in such tasks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Conservative variant of stable neural flow\n",
    "class ConservativeStable(nn.Module):\n",
    "    \"\"\"Conservative Stable Neural Flow\"\"\"\n",
    "    def __init__(self, net, depthvar=False, controlled=False):\n",
    "        super().__init__()\n",
    "        self.net, self.depthvar, self.controlled = net, depthvar, controlled\n",
    "        self.M = torch.nn.Parameter(torch.randn(2,2)).to(device)\n",
    "    \n",
    "    # impose the system matrix to be skew symmetric\n",
    "    def Skew(self):\n",
    "        return .5*(self.M - self.M.T)\n",
    "\n",
    "    def forward(self, x):\n",
    "        with torch.set_grad_enabled(True):\n",
    "            bs, n = x.shape[0], x.shape[1] // 2\n",
    "            x = x.requires_grad_(True)\n",
    "            eps = self.net(x).sum()\n",
    "            out = -torch.autograd.grad(eps, x, allow_unused=False, create_graph=True)[0] \n",
    "            #self.out = out\n",
    "        out = out[:,:-1] if self.depthvar else out\n",
    "        out = out[:,:-2] if self.controlled else out\n",
    "        return out @ self.Skew()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We aim at using a stable neural ODE learning the following conservative nonlinear dynamical system\n",
    "$$    \n",
    "    \\begin{bmatrix}\n",
    "        \\dot x\\\\\n",
    "        \\dot v\n",
    "    \\end{bmatrix} =\n",
    "    \\begin{bmatrix}\n",
    "        v(t)\\\\\n",
    "        \\pi\\left[\\cos\\left(\\pi x(t) - \\frac{\\pi}{2}\\right) - x(t)\\right]\n",
    "    \\end{bmatrix} \n",
    "$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We use this class to simulate through torchdyn the above nonlinear system\n",
    "class odefunc(nn.Module):\n",
    "    def __init__(self, sys):\n",
    "        super().__init__()\n",
    "        self.sys = sys\n",
    "    def forward(self, x):\n",
    "        return self.sys(x)\n",
    "## nonlinear conservative vector field   \n",
    "def sys(x):\n",
    "    dxdt =  x[:,1]\n",
    "    dydt =  1*np.pi*torch.cos(np.pi*x[:,0]-np.pi/2) - np.pi*x[:,0]# - .5*np.pi*x[:,1]\n",
    "    return torch.cat([dxdt[:,None], dydt[:,None]], 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# define the system model just like a neural ODE\n",
    "system = NeuralDE(odefunc(sys))\n",
    "x0, t_span = torch.randn(1000,2), torch.linspace(0, 2, 100)\n",
    "# simulate the system\n",
    "traj = system.trajectory(x0, t_span)\n",
    "\n",
    "# plot the trajectories\n",
    "for i in range(len(x0)):\n",
    "    plt.plot(traj[:,i,0], traj[:,i,1], color='blue', alpha=.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Train the conservative stable neural flow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.utils.data as data\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "# Data\n",
    "vf = odefunc(sys)\n",
    "X = 4*torch.rand(2048,2).to(device)\n",
    "y = vf(X)\n",
    "train = data.TensorDataset(X, y)\n",
    "trainloader = data.DataLoader(train, batch_size=len(X), shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pytorch_lightning as pl\n",
    "import copy\n",
    "        \n",
    "class Learner(pl.LightningModule):\n",
    "    def __init__(self, model:nn.Module):\n",
    "        super().__init__()\n",
    "        self.model = model\n",
    "    def forward(self, x):\n",
    "        return self.model.defunc(0,x)\n",
    "    \n",
    "    def loss(self, y, y_hat):\n",
    "        return ((y-y_hat)**2).sum(1).mean()\n",
    "    \n",
    "    def training_step(self, batch, batch_idx):\n",
    "        x = torch.randn(2048,2).to(device)\n",
    "        y = vf(x)\n",
    "        y_hat = self.model.defunc(0,x)   \n",
    "        loss = self.loss(y_hat, y)\n",
    "        logs = {'train_loss': loss}\n",
    "        return {'loss': loss, 'log': logs}   \n",
    "    \n",
    "    def configure_optimizers(self):\n",
    "        return torch.optim.Adam(self.model.parameters(), lr=0.001)\n",
    "\n",
    "    def train_dataloader(self):\n",
    "        return trainloader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# vector field parametrized by a NN\n",
    "h_dim = 128\n",
    "f = ConservativeStable(nn.Sequential(\n",
    "                  nn.Linear(2,h_dim),\n",
    "                  nn.Tanh(), \n",
    "                  nn.Linear(h_dim,h_dim),\n",
    "                  nn.Tanh(),\n",
    "                  nn.Linear(h_dim,h_dim),\n",
    "                  nn.Tanh(),\n",
    "                  nn.Linear(h_dim, 1)))            \n",
    "\n",
    "# neural ODE\n",
    "model = NeuralDE(f, \n",
    "                 order=1,\n",
    "                 solver='dopri5', \n",
    "                 sensitivity='adjoint').to(device)\n",
    "seq = nn.Sequential(model).to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "\n",
      "  | Name  | Type     | Params\n",
      "-----------------------------------\n",
      "0 | model | NeuralDE | 33 K  \n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cba597dea6ad47c5b41070fc62eb5f2d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn = Learner(model)\n",
    "trainer = pl.Trainer(min_epochs=500, max_epochs=1000)\n",
    "trainer.fit(learn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Nominal')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sample random initial conditions\n",
    "X_t = torch.randn(1000, 2).to(device)\n",
    "# Evaluate the model's trajectories\n",
    "s_span = torch.linspace(0, 5, 100)\n",
    "traj = model.trajectory(X_t, s_span).detach().cpu()\n",
    "sys_traj = system.trajectory(X_t, s_span).detach().cpu()\n",
    "\n",
    "# Plot the  trajectories with random ICs\n",
    "fig = plt.figure(figsize=(10,3))\n",
    "ax = fig.add_subplot(121)\n",
    "ax2 = fig.add_subplot(122)\n",
    "\n",
    "for i in range(len(X_t)):\n",
    "    ax.plot(traj[:,i,0], traj[:,i,1], color='blue', alpha=0.1);\n",
    "ax.set_xlim([-3,3])\n",
    "ax.set_ylim([-3,3])\n",
    "ax.set_xlabel(r\"$q$\")\n",
    "ax.set_ylabel(r\"$p$\")\n",
    "ax.set_title(\"Reconstructed\")\n",
    "\n",
    "\n",
    "for i in range(len(X_t)):\n",
    "    ax2.plot(sys_traj[:,i,0], sys_traj[:,i,1], color='blue', alpha=0.1);\n",
    "ax2.set_xlim([-3,3])\n",
    "ax2.set_ylim([-3,3])\n",
    "ax2.set_xlabel(r\"$q$\")\n",
    "ax2.set_ylabel(r\"$p$\")\n",
    "ax2.set_title(\"Nominal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Nominal Vector Field')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compare the learned vector field to the nominal one\n",
    "import time\n",
    "fig = plt.figure(figsize=(10,3))\n",
    "ax0 = fig.add_subplot(121)\n",
    "ax1 = fig.add_subplot(122)\n",
    "    \n",
    "n_grid =  25\n",
    "q = torch.linspace(-3,3,n_grid)\n",
    "Q, P = torch.meshgrid(q,q)\n",
    "H, U, V = torch.zeros(Q.shape), torch.zeros(Q.shape), torch.zeros(Q.shape)\n",
    "Ur, Vr = torch.zeros(Q.shape), torch.zeros(Q.shape)\n",
    "\n",
    "for i in range(n_grid):\n",
    "    for j in range(n_grid):\n",
    "        x = torch.cat([Q[i,j].reshape(1,1),P[i,j].reshape(1,1)],1).to(device)\n",
    "        H[i,j] = model.defunc.m.net(x).detach().cpu()\n",
    "        O = model.defunc(0,x).detach().cpu()\n",
    "        U[i,j], V[i,j] = O[0,0], O[0,1]\n",
    "        Ur[i,j], Vr[i,j] = vf(x)[0,0].detach().cpu(), vf(x)[0,1].detach().cpu()\n",
    "\n",
    "ax0.contourf(Q,P,H,100,cmap='inferno')\n",
    "ax0.streamplot(Q.T.numpy(),P.T.numpy(),U.T.numpy(),V.T.numpy(), color='white')\n",
    "ax1.streamplot(Q.T.numpy(),P.T.numpy(),Ur.T.numpy(),Vr.T.numpy(), color='black')\n",
    "ax0.set_xlim([Q.min(),Q.max()]) ; ax1.set_xlim([Q.min(),Q.max()])\n",
    "ax0.set_ylim([P.min(),P.max()]) ; ax1.set_ylim([P.min(),P.max()])\n",
    "ax0.set_xticks([]) ; ax1.set_xticks([])\n",
    "ax0.set_yticks([]) ; ax1.set_yticks([])\n",
    "ax0.set_title(f\"Learnerd Energy & Vector Field\") ; ax1.set_title(\"Nominal Vector Field\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Classification (WiP)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Continuous Normalizing Flows (WiP)"
   ]
  }
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